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from IPython.display import Image
import os
import shutil
import random
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv2D, MaxPool2D, Flatten, Dense
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.preprocessing.image import ImageDataGenerator
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from pandas_profiling import ProfileReport
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix
Image(filename='/content/banner1.png', height=720, width=1280)
From Kaggle:
Satellite imagery provides unique insights into various markets, including agriculture, defense and intelligence, energy, and finance. New commercial imagery providers, such as Planet, are using constellations of small satellites to capture images of the entire Earth every day.
This flood of new imagery is outgrowing the ability for organizations to manually look at each image that gets captured, and there is a need for machine learning and computer vision algorithms to help automate the analysis process.
The aim of this dataset is to help address the difficult task of detecting the location of large ships in satellite images. Automating this process can be applied to many issues including monitoring port activity levels and supply chain analysis.
The ability of the model to successfully identify ships with >90% accuracy on unseen data.
!pip install -q kaggle
from google.colab import files
files.upload()
!mkdir ~/.kaggle
!cp kaggle.json ~/.kaggle/
!chmod 600 ~/.kaggle/kaggle.json
Saving kaggle.json to kaggle.json mkdir: cannot create directory ‘/root/.kaggle’: File exists
!kaggle datasets download -d rhammell/ships-in-satellite-imagery
Downloading ships-in-satellite-imagery.zip to /content 100% 185M/185M [00:09<00:00, 21.5MB/s] 100% 185M/185M [00:09<00:00, 19.9MB/s]
!unzip '/content/ships-in-satellite-imagery.zip'
Archive: /content/ships-in-satellite-imagery.zip inflating: scenes/scenes/lb_1.png inflating: scenes/scenes/lb_2.png inflating: scenes/scenes/lb_3.png inflating: scenes/scenes/lb_4.png inflating: scenes/scenes/sfbay_1.png inflating: scenes/scenes/sfbay_2.png inflating: scenes/scenes/sfbay_3.png inflating: scenes/scenes/sfbay_4.png inflating: shipsnet.json inflating: shipsnet/shipsnet/0__20150718_184300_090b__-122.35324421973536_37.772113980272394.png inflating: shipsnet/shipsnet/0__20150718_184300_090b__-122.38458613431831_37.763521076612484.png inflating: shipsnet/shipsnet/0__20150718_184300_090b__-122.40477488428849_37.8071040053892.png inflating: shipsnet/shipsnet/0__20150718_184300_090b__-122.42663861582857_37.80913223576201.png inflating: shipsnet/shipsnet/0__20150720_184302_0906__-122.21893759782994_37.87172273326103.png inflating: shipsnet/shipsnet/0__20150830_000650_0b07__-122.37967271362145_37.76049394246638.png inflating: 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data = pd.read_json('shipsnet.json')
data.head()
| data | labels | locations | scene_ids | |
|---|---|---|---|---|
| 0 | [82, 89, 91, 87, 89, 87, 86, 86, 86, 86, 84, 8... | 1 | [-118.2254694333423, 33.73803725920789] | 20180708_180909_0f47 |
| 1 | [76, 75, 67, 62, 68, 72, 73, 73, 68, 69, 69, 6... | 1 | [-122.33222866289329, 37.7491755586813] | 20170705_180816_103e |
| 2 | [125, 127, 129, 130, 126, 125, 129, 133, 132, ... | 1 | [-118.14283073363218, 33.736016066914175] | 20180712_211331_0f06 |
| 3 | [102, 99, 113, 106, 96, 102, 105, 105, 103, 10... | 1 | [-122.34784341495181, 37.76648707436548] | 20170609_180756_103a |
| 4 | [78, 76, 74, 78, 79, 79, 79, 82, 86, 85, 83, 8... | 1 | [-122.34852408322172, 37.75878462398653] | 20170515_180653_1007 |
#Creating Data Folder and Label Folders
os.makedirs('/content/TRAIN')
os.makedirs('/content/TRAIN/0')
os.makedirs('/content/TRAIN/1')
os.makedirs('/content/TEST')
os.makedirs('/content/TEST/0')
os.makedirs('/content/TEST/1')
images = os.listdir('/content/shipsnet/shipsnet')
#Shuffling the images and splitting them into Train and Test sets
random.shuffle(images)
train_images = images[:3000]
test_images = images[3000:]
len(test_images)
1000
#Moving the images into appropriate directories
for image in train_images:
if image.startswith('0'):
shutil.copy('/content/shipsnet/shipsnet/'+ image, '/content/TRAIN/0')
else:
shutil.copy('/content/shipsnet/shipsnet/'+ image, '/content/TRAIN/1')
for image in test_images:
if image.startswith('0'):
shutil.copy('/content/shipsnet/shipsnet/'+ image, '/content/TEST/0')
else:
shutil.copy('/content/shipsnet/shipsnet/'+ image, '/content/TEST/1')
#Creating ImageDataGenerators
train_dir = '/content/TRAIN'
test_dir = '/content/TEST'
#Our data generators will normalize the pixel values and add some data augmentation to the training set
train_datagen = ImageDataGenerator(rescale = 1/255., horizontal_flip=True, vertical_flip=True)
test_datagen = ImageDataGenerator(rescale = 1/255.)
train_data = train_datagen.flow_from_directory(train_dir, batch_size=32, class_mode='binary', target_size=(80,80))
test_data = test_datagen.flow_from_directory(test_dir, batch_size=32, class_mode='binary', target_size=(80,80))
test_data_for_preds = test_datagen.flow_from_directory(test_dir, batch_size=1000, class_mode='binary', target_size=(80,80), shuffle=False)
Found 3000 images belonging to 2 classes. Found 1000 images belonging to 2 classes. Found 1000 images belonging to 2 classes.
model = Sequential([
Conv2D(10,3,input_shape=(80,80,3), activation='relu'),
Conv2D(10,3,activation='relu'),
MaxPool2D(2,1),
Conv2D(10,3,activation='relu'),
MaxPool2D(),
Flatten(),
Dense(10, activation='relu'),
Dense(1, activation='sigmoid')
])
model.compile( loss = 'binary_crossentropy',
optimizer = Adam(),
metrics = ['accuracy'])
lr_scheduler = tf.keras.callbacks.LearningRateScheduler(lambda epoch: 1e-4 * 10**(epoch/20))
#Fitting the model
history = model.fit(train_data, epochs=100, validation_data = test_data, callbacks=[lr_scheduler])
Epoch 1/100 94/94 [==============================] - 4s 47ms/step - loss: 0.1762 - accuracy: 0.9293 - val_loss: 0.1589 - val_accuracy: 0.9320 - lr: 1.0000e-04 Epoch 2/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1678 - accuracy: 0.9320 - val_loss: 0.1590 - val_accuracy: 0.9320 - lr: 1.1220e-04 Epoch 3/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1655 - accuracy: 0.9360 - val_loss: 0.1434 - val_accuracy: 0.9420 - lr: 1.2589e-04 Epoch 4/100 94/94 [==============================] - 4s 39ms/step - loss: 0.1611 - accuracy: 0.9340 - val_loss: 0.1436 - val_accuracy: 0.9430 - lr: 1.4125e-04 Epoch 5/100 94/94 [==============================] - 4s 40ms/step - loss: 0.1651 - accuracy: 0.9313 - val_loss: 0.1378 - val_accuracy: 0.9470 - lr: 1.5849e-04 Epoch 6/100 94/94 [==============================] - 4s 41ms/step - loss: 0.1563 - accuracy: 0.9363 - val_loss: 0.1324 - val_accuracy: 0.9450 - lr: 1.7783e-04 Epoch 7/100 94/94 [==============================] - 4s 38ms/step - loss: 0.1506 - accuracy: 0.9410 - val_loss: 0.1524 - val_accuracy: 0.9470 - lr: 1.9953e-04 Epoch 8/100 94/94 [==============================] - 4s 39ms/step - loss: 0.1474 - accuracy: 0.9410 - val_loss: 0.1397 - val_accuracy: 0.9430 - lr: 2.2387e-04 Epoch 9/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1565 - accuracy: 0.9370 - val_loss: 0.1270 - val_accuracy: 0.9480 - lr: 2.5119e-04 Epoch 10/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1515 - accuracy: 0.9377 - val_loss: 0.1281 - val_accuracy: 0.9450 - lr: 2.8184e-04 Epoch 11/100 94/94 [==============================] - 4s 44ms/step - loss: 0.1382 - accuracy: 0.9470 - val_loss: 0.1126 - val_accuracy: 0.9530 - lr: 3.1623e-04 Epoch 12/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1327 - accuracy: 0.9467 - val_loss: 0.1213 - val_accuracy: 0.9500 - lr: 3.5481e-04 Epoch 13/100 94/94 [==============================] - 3s 35ms/step - loss: 0.1379 - accuracy: 0.9440 - val_loss: 0.1116 - val_accuracy: 0.9590 - lr: 3.9811e-04 Epoch 14/100 94/94 [==============================] - 4s 41ms/step - loss: 0.1275 - accuracy: 0.9480 - val_loss: 0.1549 - val_accuracy: 0.9530 - lr: 4.4668e-04 Epoch 15/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1567 - accuracy: 0.9340 - val_loss: 0.1272 - val_accuracy: 0.9570 - lr: 5.0119e-04 Epoch 16/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1218 - accuracy: 0.9513 - val_loss: 0.1653 - val_accuracy: 0.9470 - lr: 5.6234e-04 Epoch 17/100 94/94 [==============================] - 4s 44ms/step - loss: 0.1323 - accuracy: 0.9470 - val_loss: 0.1132 - val_accuracy: 0.9560 - lr: 6.3096e-04 Epoch 18/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1349 - accuracy: 0.9457 - val_loss: 0.0937 - val_accuracy: 0.9620 - lr: 7.0795e-04 Epoch 19/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1346 - accuracy: 0.9477 - val_loss: 0.1249 - val_accuracy: 0.9460 - lr: 7.9433e-04 Epoch 20/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1165 - accuracy: 0.9547 - val_loss: 0.1068 - val_accuracy: 0.9600 - lr: 8.9125e-04 Epoch 21/100 94/94 [==============================] - 4s 42ms/step - loss: 0.1058 - accuracy: 0.9590 - val_loss: 0.1370 - val_accuracy: 0.9430 - lr: 0.0010 Epoch 22/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1064 - accuracy: 0.9540 - val_loss: 0.1470 - val_accuracy: 0.9500 - lr: 0.0011 Epoch 23/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1041 - accuracy: 0.9543 - val_loss: 0.1000 - val_accuracy: 0.9660 - lr: 0.0013 Epoch 24/100 94/94 [==============================] - 4s 41ms/step - loss: 0.0821 - accuracy: 0.9703 - val_loss: 0.1021 - val_accuracy: 0.9670 - lr: 0.0014 Epoch 25/100 94/94 [==============================] - 3s 35ms/step - loss: 0.1018 - accuracy: 0.9600 - val_loss: 0.1336 - val_accuracy: 0.9600 - lr: 0.0016 Epoch 26/100 94/94 [==============================] - 3s 34ms/step - loss: 0.0946 - accuracy: 0.9613 - val_loss: 0.1434 - val_accuracy: 0.9480 - lr: 0.0018 Epoch 27/100 94/94 [==============================] - 3s 34ms/step - loss: 0.0961 - accuracy: 0.9607 - val_loss: 0.1243 - val_accuracy: 0.9570 - lr: 0.0020 Epoch 28/100 94/94 [==============================] - 4s 44ms/step - loss: 0.1104 - accuracy: 0.9570 - val_loss: 0.2195 - val_accuracy: 0.8980 - lr: 0.0022 Epoch 29/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1501 - accuracy: 0.9407 - val_loss: 0.0878 - val_accuracy: 0.9690 - lr: 0.0025 Epoch 30/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1285 - accuracy: 0.9553 - val_loss: 0.1330 - val_accuracy: 0.9380 - lr: 0.0028 Epoch 31/100 94/94 [==============================] - 4s 41ms/step - loss: 0.0925 - accuracy: 0.9660 - val_loss: 0.0894 - val_accuracy: 0.9740 - lr: 0.0032 Epoch 32/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1047 - accuracy: 0.9610 - val_loss: 0.1641 - val_accuracy: 0.9430 - lr: 0.0035 Epoch 33/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1086 - accuracy: 0.9600 - val_loss: 0.1348 - val_accuracy: 0.9520 - lr: 0.0040 Epoch 34/100 94/94 [==============================] - 3s 36ms/step - loss: 0.1185 - accuracy: 0.9580 - val_loss: 0.1086 - val_accuracy: 0.9580 - lr: 0.0045 Epoch 35/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1074 - accuracy: 0.9600 - val_loss: 0.1000 - val_accuracy: 0.9620 - lr: 0.0050 Epoch 36/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1036 - accuracy: 0.9650 - val_loss: 0.1568 - val_accuracy: 0.9510 - lr: 0.0056 Epoch 37/100 94/94 [==============================] - 3s 35ms/step - loss: 0.0952 - accuracy: 0.9643 - val_loss: 0.0847 - val_accuracy: 0.9710 - lr: 0.0063 Epoch 38/100 94/94 [==============================] - 4s 41ms/step - loss: 0.0949 - accuracy: 0.9680 - val_loss: 0.0688 - val_accuracy: 0.9790 - lr: 0.0071 Epoch 39/100 94/94 [==============================] - 3s 35ms/step - loss: 0.1233 - accuracy: 0.9563 - val_loss: 0.1530 - val_accuracy: 0.9590 - lr: 0.0079 Epoch 40/100 94/94 [==============================] - 3s 34ms/step - loss: 0.0788 - accuracy: 0.9687 - val_loss: 0.1015 - val_accuracy: 0.9710 - lr: 0.0089 Epoch 41/100 94/94 [==============================] - 4s 45ms/step - loss: 0.0699 - accuracy: 0.9790 - val_loss: 0.0953 - val_accuracy: 0.9770 - lr: 0.0100 Epoch 42/100 94/94 [==============================] - 3s 34ms/step - loss: 0.0796 - accuracy: 0.9747 - val_loss: 0.0934 - val_accuracy: 0.9740 - lr: 0.0112 Epoch 43/100 94/94 [==============================] - 3s 33ms/step - loss: 0.0706 - accuracy: 0.9760 - val_loss: 0.1105 - val_accuracy: 0.9680 - lr: 0.0126 Epoch 44/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1049 - accuracy: 0.9690 - val_loss: 0.0993 - val_accuracy: 0.9690 - lr: 0.0141 Epoch 45/100 94/94 [==============================] - 4s 44ms/step - loss: 0.1254 - accuracy: 0.9600 - val_loss: 0.1071 - val_accuracy: 0.9750 - lr: 0.0158 Epoch 46/100 94/94 [==============================] - 4s 40ms/step - loss: 0.2277 - accuracy: 0.9167 - val_loss: 0.2547 - val_accuracy: 0.9300 - lr: 0.0178 Epoch 47/100 94/94 [==============================] - 3s 34ms/step - loss: 0.2284 - accuracy: 0.9237 - val_loss: 0.1882 - val_accuracy: 0.9010 - lr: 0.0200 Epoch 48/100 94/94 [==============================] - 4s 42ms/step - loss: 0.1153 - accuracy: 0.9617 - val_loss: 0.4863 - val_accuracy: 0.9240 - lr: 0.0224 Epoch 49/100 94/94 [==============================] - 3s 34ms/step - loss: 0.1488 - accuracy: 0.9527 - val_loss: 0.1184 - val_accuracy: 0.9560 - lr: 0.0251 Epoch 50/100 94/94 [==============================] - 3s 34ms/step - loss: 0.3815 - accuracy: 0.8673 - val_loss: 0.6117 - val_accuracy: 0.7430 - lr: 0.0282 Epoch 51/100 94/94 [==============================] - 4s 43ms/step - loss: 0.5742 - accuracy: 0.7523 - val_loss: 0.5754 - val_accuracy: 0.7430 - lr: 0.0316 Epoch 52/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5651 - accuracy: 0.7523 - val_loss: 0.5801 - val_accuracy: 0.7430 - lr: 0.0355 Epoch 53/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5618 - accuracy: 0.7523 - val_loss: 0.5704 - val_accuracy: 0.7430 - lr: 0.0398 Epoch 54/100 94/94 [==============================] - 4s 43ms/step - loss: 0.5663 - accuracy: 0.7523 - val_loss: 0.5726 - val_accuracy: 0.7430 - lr: 0.0447 Epoch 55/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5624 - accuracy: 0.7523 - val_loss: 0.5755 - val_accuracy: 0.7430 - lr: 0.0501 Epoch 56/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5618 - accuracy: 0.7523 - val_loss: 0.5720 - val_accuracy: 0.7430 - lr: 0.0562 Epoch 57/100 94/94 [==============================] - 4s 43ms/step - loss: 0.5630 - accuracy: 0.7523 - val_loss: 0.5700 - val_accuracy: 0.7430 - lr: 0.0631 Epoch 58/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5610 - accuracy: 0.7523 - val_loss: 0.5706 - val_accuracy: 0.7430 - lr: 0.0708 Epoch 59/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5605 - accuracy: 0.7523 - val_loss: 0.5710 - val_accuracy: 0.7430 - lr: 0.0794 Epoch 60/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5614 - accuracy: 0.7523 - val_loss: 0.5749 - val_accuracy: 0.7430 - lr: 0.0891 Epoch 61/100 94/94 [==============================] - 4s 44ms/step - loss: 0.5633 - accuracy: 0.7523 - val_loss: 0.5700 - val_accuracy: 0.7430 - lr: 0.1000 Epoch 62/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5618 - accuracy: 0.7523 - val_loss: 0.5737 - val_accuracy: 0.7430 - lr: 0.1122 Epoch 63/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5630 - accuracy: 0.7523 - val_loss: 0.5707 - val_accuracy: 0.7430 - lr: 0.1259 Epoch 64/100 94/94 [==============================] - 4s 41ms/step - loss: 0.5626 - accuracy: 0.7523 - val_loss: 0.5703 - val_accuracy: 0.7430 - lr: 0.1413 Epoch 65/100 94/94 [==============================] - 3s 35ms/step - loss: 0.5633 - accuracy: 0.7523 - val_loss: 0.5763 - val_accuracy: 0.7430 - lr: 0.1585 Epoch 66/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5631 - accuracy: 0.7523 - val_loss: 0.5714 - val_accuracy: 0.7430 - lr: 0.1778 Epoch 67/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5656 - accuracy: 0.7523 - val_loss: 0.5700 - val_accuracy: 0.7430 - lr: 0.1995 Epoch 68/100 94/94 [==============================] - 4s 43ms/step - loss: 0.5619 - accuracy: 0.7523 - val_loss: 0.5896 - val_accuracy: 0.7430 - lr: 0.2239 Epoch 69/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5649 - accuracy: 0.7523 - val_loss: 0.5701 - val_accuracy: 0.7430 - lr: 0.2512 Epoch 70/100 94/94 [==============================] - 7s 70ms/step - loss: 0.5625 - accuracy: 0.7523 - val_loss: 0.5717 - val_accuracy: 0.7430 - lr: 0.2818 Epoch 71/100 94/94 [==============================] - 4s 41ms/step - loss: 0.5634 - accuracy: 0.7523 - val_loss: 0.5708 - val_accuracy: 0.7430 - lr: 0.3162 Epoch 72/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5723 - accuracy: 0.7523 - val_loss: 0.5711 - val_accuracy: 0.7430 - lr: 0.3548 Epoch 73/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5730 - accuracy: 0.7523 - val_loss: 0.5701 - val_accuracy: 0.7430 - lr: 0.3981 Epoch 74/100 94/94 [==============================] - 5s 48ms/step - loss: 0.5667 - accuracy: 0.7523 - val_loss: 0.5729 - val_accuracy: 0.7430 - lr: 0.4467 Epoch 75/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5660 - accuracy: 0.7523 - val_loss: 0.5718 - val_accuracy: 0.7430 - lr: 0.5012 Epoch 76/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5673 - accuracy: 0.7523 - val_loss: 0.5775 - val_accuracy: 0.7430 - lr: 0.5623 Epoch 77/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5800 - accuracy: 0.7523 - val_loss: 0.5720 - val_accuracy: 0.7430 - lr: 0.6310 Epoch 78/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5676 - accuracy: 0.7523 - val_loss: 0.5856 - val_accuracy: 0.7430 - lr: 0.7079 Epoch 79/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5690 - accuracy: 0.7523 - val_loss: 0.5838 - val_accuracy: 0.7430 - lr: 0.7943 Epoch 80/100 94/94 [==============================] - 4s 41ms/step - loss: 0.5723 - accuracy: 0.7523 - val_loss: 0.5725 - val_accuracy: 0.7430 - lr: 0.8913 Epoch 81/100 94/94 [==============================] - 4s 38ms/step - loss: 0.5728 - accuracy: 0.7523 - val_loss: 0.5717 - val_accuracy: 0.7430 - lr: 1.0000 Epoch 82/100 94/94 [==============================] - 3s 35ms/step - loss: 0.5894 - accuracy: 0.7463 - val_loss: 0.5701 - val_accuracy: 0.7430 - lr: 1.1220 Epoch 83/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5766 - accuracy: 0.7523 - val_loss: 0.5701 - val_accuracy: 0.7430 - lr: 1.2589 Epoch 84/100 94/94 [==============================] - 4s 47ms/step - loss: 0.5853 - accuracy: 0.7523 - val_loss: 0.5708 - val_accuracy: 0.7430 - lr: 1.4125 Epoch 85/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5883 - accuracy: 0.7523 - val_loss: 0.6121 - val_accuracy: 0.7430 - lr: 1.5849 Epoch 86/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5959 - accuracy: 0.7443 - val_loss: 0.5847 - val_accuracy: 0.7430 - lr: 1.7783 Epoch 87/100 94/94 [==============================] - 4s 40ms/step - loss: 0.5834 - accuracy: 0.7443 - val_loss: 0.6001 - val_accuracy: 0.7430 - lr: 1.9953 Epoch 88/100 94/94 [==============================] - 3s 33ms/step - loss: 0.5782 - accuracy: 0.7523 - val_loss: 0.5700 - val_accuracy: 0.7430 - lr: 2.2387 Epoch 89/100 94/94 [==============================] - 3s 34ms/step - loss: 0.6166 - accuracy: 0.7243 - val_loss: 0.7044 - val_accuracy: 0.7430 - lr: 2.5119 Epoch 90/100 94/94 [==============================] - 4s 40ms/step - loss: 0.6271 - accuracy: 0.7123 - val_loss: 0.7711 - val_accuracy: 0.7430 - lr: 2.8184 Epoch 91/100 94/94 [==============================] - 3s 34ms/step - loss: 0.6158 - accuracy: 0.7330 - val_loss: 0.5702 - val_accuracy: 0.7430 - lr: 3.1623 Epoch 92/100 94/94 [==============================] - 3s 34ms/step - loss: 0.5777 - accuracy: 0.7523 - val_loss: 0.5787 - val_accuracy: 0.7430 - lr: 3.5481 Epoch 93/100 94/94 [==============================] - 4s 40ms/step - loss: 0.6309 - accuracy: 0.7123 - val_loss: 0.5700 - val_accuracy: 0.7430 - lr: 3.9811 Epoch 94/100 94/94 [==============================] - 4s 38ms/step - loss: 0.6663 - accuracy: 0.6970 - val_loss: 0.5786 - val_accuracy: 0.7430 - lr: 4.4668 Epoch 95/100 94/94 [==============================] - 3s 33ms/step - loss: 0.6034 - accuracy: 0.7430 - val_loss: 0.6731 - val_accuracy: 0.7430 - lr: 5.0119 Epoch 96/100 94/94 [==============================] - 3s 34ms/step - loss: 0.6435 - accuracy: 0.7037 - val_loss: 0.5826 - val_accuracy: 0.7430 - lr: 5.6234 Epoch 97/100 94/94 [==============================] - 4s 43ms/step - loss: 0.6430 - accuracy: 0.7003 - val_loss: 0.6288 - val_accuracy: 0.7430 - lr: 6.3096 Epoch 98/100 94/94 [==============================] - 3s 33ms/step - loss: 0.6249 - accuracy: 0.7190 - val_loss: 0.5880 - val_accuracy: 0.7430 - lr: 7.0795 Epoch 99/100 94/94 [==============================] - 3s 34ms/step - loss: 0.8379 - accuracy: 0.6630 - val_loss: 0.5783 - val_accuracy: 0.7430 - lr: 7.9433 Epoch 100/100 94/94 [==============================] - 3s 34ms/step - loss: 0.6364 - accuracy: 0.7197 - val_loss: 0.7687 - val_accuracy: 0.7430 - lr: 8.9125
#Let's find the best learning rate for our model
%matplotlib inline
lr = 1e-4 * (10 ** (np.arange(100)/20))
plt.figure(figsize=(10, 7))
plt.semilogx(lrs, history.history["loss"])
plt.xlabel("Learning Rate")
plt.ylabel("Loss")
plt.title("Learning rate vs. loss");
#Seems that the best learning rate was the default one
#Let's check if the model is overfitting
%matplotlib inline
pd.DataFrame(history.history).drop(['val_loss', 'val_accuracy', 'lr'], axis=1).plot()
pd.DataFrame(history.history).drop(['loss', 'accuracy', 'lr'], axis=1).plot()
<AxesSubplot:>
model1 = Sequential([
Conv2D(10,3,input_shape=(80,80,3), activation='relu'),
Conv2D(10,3,activation='relu'),
MaxPool2D(2,1),
Conv2D(10,3,activation='relu'),
MaxPool2D(),
Flatten(),
Dense(10, activation='relu'),
Dense(1, activation='sigmoid')
])
model1.compile( loss = 'binary_crossentropy',
optimizer = Adam(),
metrics = ['accuracy'])
history1 = model1.fit(train_data, epochs=10, validation_data = test_data)
Epoch 1/10 94/94 [==============================] - 6s 48ms/step - loss: 0.3438 - accuracy: 0.8457 - val_loss: 0.1980 - val_accuracy: 0.9110 Epoch 2/10 94/94 [==============================] - 4s 40ms/step - loss: 0.1794 - accuracy: 0.9237 - val_loss: 0.1366 - val_accuracy: 0.9530 Epoch 3/10 94/94 [==============================] - 3s 34ms/step - loss: 0.1692 - accuracy: 0.9333 - val_loss: 0.1263 - val_accuracy: 0.9500 Epoch 4/10 94/94 [==============================] - 4s 40ms/step - loss: 0.1600 - accuracy: 0.9320 - val_loss: 0.1259 - val_accuracy: 0.9450 Epoch 5/10 94/94 [==============================] - 3s 33ms/step - loss: 0.1539 - accuracy: 0.9370 - val_loss: 0.1734 - val_accuracy: 0.9260 Epoch 6/10 94/94 [==============================] - 3s 34ms/step - loss: 0.1434 - accuracy: 0.9413 - val_loss: 0.1127 - val_accuracy: 0.9550 Epoch 7/10 94/94 [==============================] - 4s 40ms/step - loss: 0.1259 - accuracy: 0.9517 - val_loss: 0.1099 - val_accuracy: 0.9640 Epoch 8/10 94/94 [==============================] - 3s 34ms/step - loss: 0.1264 - accuracy: 0.9490 - val_loss: 0.0968 - val_accuracy: 0.9570 Epoch 9/10 94/94 [==============================] - 3s 33ms/step - loss: 0.1115 - accuracy: 0.9577 - val_loss: 0.0789 - val_accuracy: 0.9700 Epoch 10/10 94/94 [==============================] - 4s 40ms/step - loss: 0.1126 - accuracy: 0.9530 - val_loss: 0.0792 - val_accuracy: 0.9750
#Let's check if the model is overfitting
%matplotlib inline
fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10,10), layout='constrained')
ax[0,0].plot(pd.DataFrame(history1.history).drop(['val_loss', 'val_accuracy'], axis=1))
ax[0,0].set(title='Accuracy and Loss')
ax[0,1].plot(pd.DataFrame(history1.history).drop(['loss', 'accuracy'], axis=1))
ax[0,1].set(title='Val Accuracy and Val Loss')
ax[1,0].plot(pd.DataFrame(history1.history).drop(['val_loss', 'val_accuracy', 'accuracy'], axis=1))
ax[1,0].set(title='Loss')
ax[1,1].plot(pd.DataFrame(history1.history).drop(['loss', 'accuracy', 'val_accuracy'], axis=1))
ax[1,1].set(title='Val Loss');
It is evident that the model which uses the default learning rate performs very well.
#Creating evaluation functions
def evaluate_model(true_labels, preds):
evaluation = {
"Accuracy Score: ": str(round(accuracy_score(true_labels, preds)*100, 2))+'%',
"Recall Score": str(round(recall_score(true_labels, preds)*100, 2))+'%',
"F1 Score": str(round(f1_score(true_labels, preds)*100, 2))+'%',
"Precision Score: ": str(round(precision_score(true_labels, preds)*100, 2))+'%'
}
return evaluation
def conf_matrix(true_labels, preds):
fig, ax = plt.subplots(figsize=(10,10))
ax = sns.heatmap(confusion_matrix(true_labels, preds), annot=True, cbar=True, fmt='g')
from sklearn.metrics import RocCurveDisplay
X, y_true = test_data_for_preds.next()
y_pred = model1.predict(test_data_for_preds)
y_pred = np.round(y_pred)
1/1 [==============================] - 1s 721ms/step
evaluate_model(y_true, y_pred)
{'Accuracy Score: ': '97.5%',
'Recall Score': '96.89%',
'F1 Score': '95.22%',
'Precision Score: ': '93.61%'}
conf_matrix(y_true, y_pred)
Conclusion
This simple CNN model can differentiate between pictures which are not ships and those which are ships, quite accurately. With that being said, I would like to implement Object Recognition into this project in the future.